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Updated: Jan 13, 2026

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Embryo Microinjection and Knockout Mutant Identification of CRISPR/Cas9 Genome-Edited Helicoverpa Armigera Hübner
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CRISPR-HAWK: Haplotype- and Variant-aware guide design toolkit for CRISPR-Cas.
Alisa Kumbara1, Manuel Tognon2, Giulia Carone2
1Department of Engineering for Innovation Medicine, University of Verona, Verona, 37134, VR, Italy.
Biorxiv : the Preprint Server for Biology
|January 7, 2026
Summary
Genetic variations significantly impact CRISPR gene editing outcomes. A new tool, CRISPR-HAWK, accounts for this diversity to improve therapeutic guide RNA design for equitable genome editing across populations.
Area of Science:
- Genomics
- Molecular Biology
- Bioinformatics
Background:
- Current CRISPR guide RNA (gRNA) design relies on reference genomes, ignoring genetic variations.
- This oversight limits the efficacy of genome editing therapies in diverse populations.
Purpose of the Study:
- To develop a framework for designing gRNAs that accounts for individual and population genetic variations.
- To ensure the efficacy and equity of genome editing therapeutics.
Main Methods:
- Developed CRISPR-HAWK, a framework integrating variants and haplotypes into gRNA design.
- Analyzed therapeutic targets across 79,648 genomes to assess variant impact on guide performance.
Main Results:
- Genetic variants substantially alter predicted CRISPR guide performance.
- Identified haplotypes that abolish cutting activity for a sickle cell disease therapeutic guide.
- 82.5% of guides across seven therapeutic loci had variants modifying on-target activity.
- Discovered individual-specific guides created by variants, missed by reference-based methods.
Conclusions:
- Variant-aware gRNA selection is critical for effective and equitable genome editing.
- CRISPR-HAWK enables more precise and personalized therapeutic design.
- Incorporating population diversity is essential for advancing genome editing to clinical applications.
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